In [ ]:
import requests
from zipfile import ZipFile
from io import BytesIO
import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from google.colab import files

Need to upload the Contaminant csv file you want to use everytime this is run.

In [ ]:
files.upload()
Upload widget is only available when the cell has been executed in the current browser session. Please rerun this cell to enable. 
Saving HAA9.csv to HAA9.csv
Out[ ]:
{'HAA9.csv': 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,82072,41.42557,-105.55849\n1557792000.0,HAA9,6.353,82073,41.16408,-105.43228\n1565568000.0,HAA9,11.062,82070,41.21404,-105.85037\n1565568000.0,HAA9,11.062,82072,41.42557,-105.55849\n1565568000.0,HAA9,11.062,82073,41.16408,-105.43228\n1581292800.0,HAA9,17.95,82435,44.82409,-109.0348\n1589241600.0,HAA9,18.26,82435,44.82409,-109.0348\n1597708800.0,HAA9,21.7,82435,44.82409,-109.0348\n1605571200.0,HAA9,16.19,82435,44.82409,-109.0348\n1581292800.0,HAA9,18.8,82435,44.82409,-109.0348\n1589241600.0,HAA9,17.79,82435,44.82409,-109.0348\n1597708800.0,HAA9,21.23,82435,44.82409,-109.0348\n1605571200.0,HAA9,15.55,82435,44.82409,-109.0348\n1546819200.0,HAA9,1.29,82501,43.03325,-108.24936\n1554768000.0,HAA9,1.651,82501,43.03325,-108.24936\n1562630400.0,HAA9,29.801,82501,43.03325,-108.24936\n1570406400.0,HAA9,0.0,82501,43.03325,-108.24936\n1546819200.0,HAA9,0.0,82501,43.03325,-108.24936\n1554768000.0,HAA9,0.0,82501,43.03325,-108.24936\n1562630400.0,HAA9,21.576,82501,43.03325,-108.24936\n1570406400.0,HAA9,0.0,82501,43.03325,-108.24936\n1546819200.0,HAA9,1.322,82501,43.03325,-108.24936\n1554768000.0,HAA9,0.617,82501,43.03325,-108.24936\n1562630400.0,HAA9,27.24,82501,43.03325,-108.24936\n1570406400.0,HAA9,9.849,82501,43.03325,-108.24936\n1546819200.0,HAA9,0.0,82501,43.03325,-108.24936\n1554768000.0,HAA9,0.227,82501,43.03325,-108.24936\n1562630400.0,HAA9,22.033,82501,43.03325,-108.24936\n1570406400.0,HAA9,0.717,82501,43.03325,-108.24936\n1557187200.0,HAA9,37.23,82801,44.83618,-106.89258\n1565049600.0,HAA9,50.94,82801,44.83618,-106.89258\n1572912000.0,HAA9,34.86,82801,44.83618,-106.89258\n1580947200.0,HAA9,30.97,82801,44.83618,-106.89258\n1557187200.0,HAA9,35.4,82801,44.83618,-106.89258\n1565049600.0,HAA9,55.85,82801,44.83618,-106.89258\n1572912000.0,HAA9,33.32,82801,44.83618,-106.89258\n1580947200.0,HAA9,30.1,82801,44.83618,-106.89258\n1557187200.0,HAA9,34.2,82801,44.83618,-106.89258\n1565049600.0,HAA9,59.87,82801,44.83618,-106.89258\n1572912000.0,HAA9,32.83,82801,44.83618,-106.89258\n1580947200.0,HAA9,26.61,82801,44.83618,-106.89258\n1557187200.0,HAA9,34.02,82801,44.83618,-106.89258\n1565049600.0,HAA9,46.56,82801,44.83618,-106.89258\n1572912000.0,HAA9,30.51,82801,44.83618,-106.89258\n1580947200.0,HAA9,28.64,82801,44.83618,-106.89258\n1516579200.0,HAA9,0.0,82649,43.27229,-108.04155\n1532304000.0,HAA9,1.18,82649,43.27229,-108.04155\n1541462400.0,HAA9,27.36,82930,40.98028,-110.5964\n1550102400.0,HAA9,26.045,82930,40.98028,-110.5964\n1557187200.0,HAA9,81.561,82930,40.98028,-110.5964\n1565136000.0,HAA9,32.3,82930,40.98028,-110.5964\n1541462400.0,HAA9,26.455,82930,40.98028,-110.5964\n1555891200.0,HAA9,63.746,82930,40.98028,-110.5964\n1557187200.0,HAA9,85.855,82930,40.98028,-110.5964\n1565136000.0,HAA9,33.227,82930,40.98028,-110.5964\n1541462400.0,HAA9,28.756,82930,40.98028,-110.5964\n1555891200.0,HAA9,59.539,82930,40.98028,-110.5964\n1557187200.0,HAA9,71.847,82930,40.98028,-110.5964\n1565136000.0,HAA9,42.49,82930,40.98028,-110.5964\n1541462400.0,HAA9,30.032,82930,40.98028,-110.5964\n1555891200.0,HAA9,83.806,82930,40.98028,-110.5964\n1557187200.0,HAA9,79.322,82930,40.98028,-110.5964\n1565136000.0,HAA9,41.15,82930,40.98028,-110.5964\n1551139200.0,HAA9,36.31,82939,41.22068,-110.32357\n1557792000.0,HAA9,72.27,82939,41.22068,-110.32357\n1566345600.0,HAA9,33.5,82939,41.22068,-110.32357\n1574121600.0,HAA9,40.75,82939,41.22068,-110.32357\n1541980800.0,HAA9,22.999,82935,41.67746,-109.66001\n1551744000.0,HAA9,21.547,82935,41.67746,-109.66001\n1557705600.0,HAA9,25.454,82935,41.67746,-109.66001\n1565654400.0,HAA9,18.158,82935,41.67746,-109.66001\n1541980800.0,HAA9,26.676,82935,41.67746,-109.66001\n1551744000.0,HAA9,16.675,82935,41.67746,-109.66001\n1557705600.0,HAA9,22.072,82935,41.67746,-109.66001\n1565654400.0,HAA9,23.76,82935,41.67746,-109.66001\n1515542400.0,HAA9,24.47,82901,41.38121,-109.02469\n1515542400.0,HAA9,24.47,82943,41.70197,-109.18399\n1522800000.0,HAA9,20.24,82901,41.38121,-109.02469\n1522800000.0,HAA9,20.24,82943,41.70197,-109.18399\n1530489600.0,HAA9,61.0,82901,41.38121,-109.02469\n1530489600.0,HAA9,61.0,82943,41.70197,-109.18399\n1538352000.0,HAA9,33.65,82901,41.38121,-109.02469\n1538352000.0,HAA9,33.65,82943,41.70197,-109.18399\n1515542400.0,HAA9,17.26,82901,41.38121,-109.02469\n1515542400.0,HAA9,17.26,82943,41.70197,-109.18399\n1522800000.0,HAA9,17.45,82901,41.38121,-109.02469\n1522800000.0,HAA9,17.45,82943,41.70197,-109.18399\n1530489600.0,HAA9,27.27,82901,41.38121,-109.02469\n1530489600.0,HAA9,27.27,82943,41.70197,-109.18399\n1538352000.0,HAA9,17.76,82901,41.38121,-109.02469\n1538352000.0,HAA9,17.76,82943,41.70197,-109.18399\n1524009600.0,HAA9,10.78,82604,42.91751,-106.7084\n1531872000.0,HAA9,7.579,82604,42.91751,-106.7084\n1539734400.0,HAA9,19.46,82604,42.91751,-106.7084\n1548288000.0,HAA9,9.322,82604,42.91751,-106.7084\n1524009600.0,HAA9,14.6,82604,42.91751,-106.7084\n1531872000.0,HAA9,11.172,82604,42.91751,-106.7084\n1539734400.0,HAA9,21.03,82604,42.91751,-106.7084\n1548288000.0,HAA9,10.192,82604,42.91751,-106.7084\n'}

Make sure this is the Contaminant csv file you want.

In [ ]:
df = pd.read_csv('HAA9.csv')
df.head()
# Create a copy of the DataFrame for the later heatmap
df_original = df.copy()
In [ ]:
import folium
from folium.plugins import HeatMap

contaminant_name = df['Contaminant'].iloc[0] if 'Contaminant' in df.columns else 'Unknown'
print(f"Generating heatmap based on Contaminant {contaminant_name} and AnalyticalResultValue.\n")

# Define your timestamp range
start_timestamp = 0  # Example: Jan 1, 2021
end_timestamp = 9999999999    # Example: Jan 1, 2022

# Filter the data by the timestamp range
filtered_data = df[(df['CollectionDate'] >= start_timestamp) & (df['CollectionDate'] <= end_timestamp)]

# Prepare the data for the heatmap: Latitude, Longitude, and AnalyticalResultValue (concentration)
heatmap_data = filtered_data[['Latitude', 'Longitude', 'AnalyticalResultValue']].values

# Create a folium map centered on the US
m = folium.Map(location=[37.8, -96.9], zoom_start=4)

# Add a heatmap layer using Latitude, Longitude, and AnalyticalResultValue
HeatMap(heatmap_data, min_opacity=0.2, radius=10, blur=10, max_zoom=1).add_to(m)

# Display the map
m

Generating heatmap based on Contaminant HAA9 and AnalyticalResultValue.
Out[ ]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [ ]:
print(filtered_data[['Latitude', 'Longitude', 'ZIPCODE', 'AnalyticalResultValue']].describe())

            Latitude      Longitude        ZIPCODE  AnalyticalResultValue
count  378901.000000  378901.000000  378901.000000          378901.000000
mean       37.378400     -91.269312   49548.367336              27.027400
std         4.661079      16.769850   30727.582046              19.355985
min        13.375260    -159.720770     612.000000               0.000000
25%        34.000670     -98.386750   20851.000000              13.270000
50%        38.472320     -85.913330   43953.000000              24.219000
75%        40.699490     -77.505510   78402.000000              37.800000
max        67.254350     145.753490   99835.000000             654.240000
In [ ]:
target_df = df['AnalyticalResultValue']
target_df.head()
Out[ ]:
AnalyticalResultValue
0 17.342
1 0.748
2 25.160
3 18.754
4 5.193

In [ ]:
# Drop both the target and the 'Contaminant' column. The string values in Contaminants cause an error, and we only have one contaminant.
df = df.drop(['AnalyticalResultValue', 'Contaminant'], axis=1)
df.head()
Out[ ]:
CollectionDate ZIPCODE Latitude Longitude
0 1.528762e+09 6338 41.46473 -71.97281
1 1.536538e+09 6338 41.46473 -71.97281
2 1.544400e+09 6338 41.46473 -71.97281
3 1.552349e+09 6338 41.46473 -71.97281
4 1.528762e+09 6338 41.46473 -71.97281
In [ ]:
from sklearn.model_selection import train_test_split

# Split the predictors and target into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(df, target_df, test_size=0.2, random_state=42)

Linear Regression

In [ ]:
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_squared_error, r2_score
from sklearn.preprocessing import StandardScaler

# Feature Scaling
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)
X_test_scaled = scaler.transform(X_test)

# Initialize the Linear Regression model
lr_model = LinearRegression()

# Fit the model to the SCALED training data
lr_model.fit(X_train_scaled, y_train)  # Use scaled data

# Make predictions on the SCALED test set
lr_y_pred = lr_model.predict(X_test_scaled)  # Use scaled data

# Evaluate the model
lr_mse = mean_squared_error(y_test, lr_y_pred)
lr_r2 = r2_score(y_test, lr_y_pred)

print(f"Linear Regression Mean Squared Error: {lr_mse}")
print(f"Linear Regression R^2 Score: {lr_r2}")

Linear Regression Mean Squared Error: 345.8544241098208
Linear Regression R^2 Score: 0.07633162061929244
In [ ]:
lr_y_pred[:5]
Out[ ]:
array([26.04808768, 29.80744281, 23.28735572, 33.10382467, 19.73953957])
In [ ]:
y_test.head()
Out[ ]:
AnalyticalResultValue
268551 44.235
101049 27.430
332534 37.380
356042 48.420
19409 27.300

In [ ]:
# from sklearn.model_selection import cross_val_score
# from sklearn.preprocessing import StandardScaler

# # Feature Scaling
# scaler = StandardScaler()
# X_train_scaled = scaler.fit_transform(X_train)

# # Assuming lr_model is your trained Linear Regression model
# # Calculate R^2 scores using cross-validation with scaled data
# r2_scores = cross_val_score(lr_model, X_train_scaled, y_train, cv=5, scoring='r2')

# # Calculate MSE scores using cross-validation with scaled data
# mse_scores = -cross_val_score(lr_model, X_train_scaled, y_train, cv=5, scoring='neg_mean_squared_error')

# # Print the average scores
# print(f"Cross-validation Linear Regression Average MSE Score: {mse_scores.mean()}")
# print(f"Cross-validation Linear Regression Average R^2 Score: {r2_scores.mean()}")
In [ ]:
for i in range(5):  # Loop through the first 5 data points
    test_data_point = X_test.iloc[i]
    prediction = lr_y_pred[i]

    print(f"\nData Point: {i+1}")  # Print a data point number
    print("Predictor values:", test_data_point)
    print("Predicted AnalyticalResultValue:", prediction)
    print("Actual AnalyticalResultValue:", y_test.iloc[i])

Predictor values: CollectionDate    1.543882e+09
ZIPCODE           7.300800e+04
Latitude          3.551383e+01
Longitude        -9.764536e+01
Name: 268551, dtype: float64
Predicted AnalyticalResultValue: 26.04808768169818
Actual AnalyticalResultValue: 44.235

This plot graph is almost working, the dates are not being reconverted correctly. With time, could try working on this more.

In [ ]:
# import matplotlib.pyplot as plt
# import matplotlib.dates as mdates
# from datetime import datetime, timedelta
# import pandas as pd

# # Convert 'CollectionDate' to datetime objects (if needed)
# X_train['CollectionDate'] = pd.to_datetime(X_train['CollectionDate'])
# X_test['CollectionDate'] = pd.to_datetime(X_test['CollectionDate'])

# # Future date prediction
# future_date = X_test['CollectionDate'].max() + timedelta(days=365)  # Add one year

# # Create a DataFrame for the future date with all the original columns
# future_date_df = pd.DataFrame([[future_date, X_test['Latitude'].mean(), X_test['Longitude'].mean(), X_test['ZIPCODE'].mode()[0]]],
#                                columns=['CollectionDate', 'Latitude', 'Longitude', 'ZIPCODE'])
# future_date_df['CollectionDate'] = pd.to_datetime(future_date_df['CollectionDate'])

# # Ensure the columns are in the same order as during fitting
# # Get the column order from X_train (or wherever the scaler was fit)
# original_columns = X_train.columns

# # Reorder the columns in future_date_df to match original_columns
# future_date_df = future_date_df[original_columns]

# # ***Use the original date range for scaling to preserve date information***
# # Get the minimum and maximum dates from the original data
# min_date = X_train['CollectionDate'].min()
# max_date = X_train['CollectionDate'].max()

# # Scale the date using min-max scaling within the original date range
# future_date_df['CollectionDate'] = (future_date_df['CollectionDate'] - min_date) / (max_date - min_date)

# # ***Include 'CollectionDate' in scaling***
# # Scale the future data point, including the 'CollectionDate' column
# future_date_scaled = scaler.transform(future_date_df) # Changed line to include 'CollectionDate' in scaling

# # Convert the scaled data back to a DataFrame for easier handling
# future_date_scaled = pd.DataFrame(future_date_scaled, columns=original_columns)

# # Predict for the future date
# future_prediction = lr_model.predict(future_date_scaled.values)  # Use .values to get NumPy array

# # Create the plot
# plt.figure(figsize=(12, 6))
# plt.scatter(X_train['CollectionDate'], y_train, label='Training Data', color='blue', alpha=0.5)
# plt.scatter(X_test['CollectionDate'], lr_y_pred, label='Predictions', color='red', alpha=0.7)

# # ***Use the original future_date for plotting***
# plt.scatter(future_date, future_prediction, label='Future Prediction (1 Year)', color='green', marker='*', s=200)

# # Formatting
# plt.xlabel('Collection Date')
# plt.ylabel('AnalyticalResultValue')
# plt.title('Contaminant Prediction - Linear Regression')
# plt.legend()
# plt.grid(True)

# # Format x-axis to display dates nicely
# plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))
# plt.gca().xaxis.set_major_locator(mdates.AutoDateLocator())
# plt.gcf().autodates = False  # Prevents automatic date formatting
# plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability

# plt.show()

Random Forest Regressor

In [ ]:
from sklearn.ensemble import RandomForestRegressor

# Initialize the Random Forest Regressor model
rfr_model = RandomForestRegressor(random_state=42)  # You can adjust hyperparameters here

# Fit the model to the training data
rfr_model.fit(X_train, y_train)

# Make predictions on the test set
rfr_y_pred = rfr_model.predict(X_test)

# Evaluate the model
rfr_mse = mean_squared_error(y_test, rfr_y_pred)
rfr_r2 = r2_score(y_test, rfr_y_pred)

print(f"Random Forest Regressor Mean Squared Error: {rfr_mse}")
print(f"Random Forest Regressor R^2 Score: {rfr_r2}")

Random Forest Regressor Mean Squared Error: 137.24834792842114
Random Forest Regressor R^2 Score: 0.6334528337174898
In [ ]:
rfr_y_pred[:5]
Out[ ]:
array([38.00615998, 26.15901455, 32.41525661, 43.416945  , 31.26516711])
In [ ]:
y_test.head()
Out[ ]:
AnalyticalResultValue
268551 44.235
101049 27.430
332534 37.380
356042 48.420
19409 27.300

This cross-validation for Random Forest is too slow.

In [ ]:
# # Perform cross-validation on the training data for Random Forest Regressor
# scores = cross_val_score(rfr_model, X_train, y_train, cv=5, scoring='r2')

# # Print the average R^2 score
# print(f"Cross-validation Random Forest Regressor Average R^2 Score: {scores.mean()}")
In [ ]:
for i in range(5):  # Loop through the first 5 data points
    test_data_point = X_test.iloc[i]
    prediction = lr_y_pred[i]

    print(f"\nData Point: {i+1}")  # Print a data point number
    print("Predictor values:", test_data_point)
    print("Predicted AnalyticalResultValue:", prediction)
    print("Actual AnalyticalResultValue:", y_test.iloc[i])

Data Point: 1
Predictor values: CollectionDate    1.543882e+09
ZIPCODE           7.300800e+04
Latitude          3.551383e+01
Longitude        -9.764536e+01
Name: 268551, dtype: float64
Predicted AnalyticalResultValue: 26.04808768169818
Actual AnalyticalResultValue: 44.235

Data Point: 2
Predictor values: CollectionDate    1.551744e+09
ZIPCODE           3.377200e+04
Latitude          2.784286e+01
Longitude        -8.279666e+01
Name: 101049, dtype: float64
Predicted AnalyticalResultValue: 29.807442813345563
Actual AnalyticalResultValue: 27.43

Data Point: 3
Predictor values: CollectionDate    1.569370e+09
ZIPCODE           7.502400e+04
Latitude          3.307712e+01
Longitude        -9.680826e+01
Name: 332534, dtype: float64
Predicted AnalyticalResultValue: 23.28735572445892
Actual AnalyticalResultValue: 37.38

Data Point: 4
Predictor values: CollectionDate    1.528848e+09
ZIPCODE           2.463400e+04
Latitude          3.727411e+01
Longitude        -8.190253e+01
Name: 356042, dtype: float64
Predicted AnalyticalResultValue: 33.10382467114054
Actual AnalyticalResultValue: 48.42

Data Point: 5
Predictor values: CollectionDate    1.546819e+09
ZIPCODE           9.456400e+04
Latitude          3.798896e+01
Longitude        -1.222702e+02
Name: 19409, dtype: float64
Predicted AnalyticalResultValue: 19.739539568602392
Actual AnalyticalResultValue: 27.3

Gradient-Boosting Regressor

In [ ]:
from sklearn.ensemble import GradientBoostingRegressor

# Initialize the Gradient Boosting Regressor model
gbr_model = GradientBoostingRegressor()

# Fit the model to the training data
gbr_model.fit(X_train, y_train)

# Make predictions on the test set
gbr_y_pred = gbr_model.predict(X_test)

# Evaluate the model
gbr_mse = mean_squared_error(y_test, gbr_y_pred)
gbr_r2 = r2_score(y_test, gbr_y_pred)

print(f"Gradient Boosting Regressor Mean Squared Error: {gbr_mse}")
print(f"Gradient Boosting Regressor R^2 Score: {gbr_r2}")

Gradient Boosting Regressor Mean Squared Error: 253.67416200814756
Gradient Boosting Regressor R^2 Score: 0.32251610568259526
In [ ]:
gbr_y_pred[:5]
Out[ ]:
array([34.43352306, 26.67145688, 21.61478099, 34.29733402, 28.31579244])
In [ ]:
y_test.head()
Out[ ]:
AnalyticalResultValue
268551 44.235
101049 27.430
332534 37.380
356042 48.420
19409 27.300

This cross-validation for Gradient Boosting is too slow.

In [ ]:
# # Perform cross-validation on the training data for Gradient Boosting Regressor
# scores = cross_val_score(gbr_model, X_train, y_train, cv=5, scoring='r2')

# # Print the average R^2 score
# print(f"GradientBoostingRegressor Average R^2 Score: {scores.mean()}")
In [ ]:
for i in range(5):  # Loop through the first 5 data points
    test_data_point = X_test.iloc[i]
    prediction = lr_y_pred[i]

    print(f"\nData Point: {i+1}")  # Print a data point number
    print("Predictor values:", test_data_point)
    print("Predicted AnalyticalResultValue:", prediction)
    print("Actual AnalyticalResultValue:", y_test.iloc[i])

Data Point: 1
Predictor values: CollectionDate    1.543882e+09
ZIPCODE           7.300800e+04
Latitude          3.551383e+01
Longitude        -9.764536e+01
Name: 268551, dtype: float64
Predicted AnalyticalResultValue: 26.04808768169818
Actual AnalyticalResultValue: 44.235

Data Point: 2
Predictor values: CollectionDate    1.551744e+09
ZIPCODE           3.377200e+04
Latitude          2.784286e+01
Longitude        -8.279666e+01
Name: 101049, dtype: float64
Predicted AnalyticalResultValue: 29.807442813345563
Actual AnalyticalResultValue: 27.43

Data Point: 3
Predictor values: CollectionDate    1.569370e+09
ZIPCODE           7.502400e+04
Latitude          3.307712e+01
Longitude        -9.680826e+01
Name: 332534, dtype: float64
Predicted AnalyticalResultValue: 23.28735572445892
Actual AnalyticalResultValue: 37.38

Data Point: 4
Predictor values: CollectionDate    1.528848e+09
ZIPCODE           2.463400e+04
Latitude          3.727411e+01
Longitude        -8.190253e+01
Name: 356042, dtype: float64
Predicted AnalyticalResultValue: 33.10382467114054
Actual AnalyticalResultValue: 48.42

Data Point: 5
Predictor values: CollectionDate    1.546819e+09
ZIPCODE           9.456400e+04
Latitude          3.798896e+01
Longitude        -1.222702e+02
Name: 19409, dtype: float64
Predicted AnalyticalResultValue: 19.739539568602392
Actual AnalyticalResultValue: 27.3

Using Linear Regression- top 10 contaminated areas

In [ ]:
# Sort the DataFrame by AnalyticalResultValue (contamination level) in descending order
top_10_contaminated = df_original.sort_values(by='AnalyticalResultValue', ascending=False).head(10)

# Create a map centered on a location of your choice (e.g., US)
m = folium.Map(location=[37.8, -96.9], zoom_start=4)

print(f"Generating heatmap based on Top 10 Contaminants {top_10_contaminated}.\n")

# Add markers for the top 10 contaminated locations
for index, row in top_10_contaminated.iterrows():
    folium.Marker(
        location=[row['Latitude'], row['Longitude']],
        popup=f"AnalyticalResultValue: {row['AnalyticalResultValue']}",  # Display AnalyticalResultValue in the popup
        tooltip="Contaminated Location"
    ).add_to(m)

# Display the map
m

Generating heatmap based on Top 10 Contaminants         CollectionDate Contaminant  AnalyticalResultValue  ZIPCODE  Latitude  \
351054    1.560816e+09        HAA9                654.240    76903  31.48168   
351058    1.560816e+09        HAA9                642.550    76903  31.48168   
351070    1.560816e+09        HAA9                637.600    76903  31.48168   
351082    1.560816e+09        HAA9                587.900    76903  31.48168   
351078    1.560816e+09        HAA9                573.520    76903  31.48168   
351066    1.560816e+09        HAA9                570.210    76903  31.48168   
351074    1.560816e+09        HAA9                512.130    76903  31.48168   
124693    1.537920e+09        HAA9                480.627    62234  38.68214   
124692    1.537920e+09        HAA9                480.627    62232  38.63266   
124691    1.537920e+09        HAA9                480.627    62208  38.59641   

        Longitude  
351054 -100.43787  
351058 -100.43787  
351070 -100.43787  
351082 -100.43787  
351078 -100.43787  
351066 -100.43787  
351074 -100.43787  
124693  -89.98150  
124692  -90.00509  
124691  -90.00528  .
Out[ ]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [ ]:
df_original.head()
Out[ ]:
CollectionDate Contaminant AnalyticalResultValue ZIPCODE Latitude Longitude
0 1.528762e+09 HAA9 17.342 6338 41.46473 -71.97281
1 1.536538e+09 HAA9 0.748 6338 41.46473 -71.97281
2 1.544400e+09 HAA9 25.160 6338 41.46473 -71.97281
3 1.552349e+09 HAA9 18.754 6338 41.46473 -71.97281
4 1.528762e+09 HAA9 5.193 6338 41.46473 -71.97281
In [ ]:
df_original.tail()
Out[ ]:
CollectionDate Contaminant AnalyticalResultValue ZIPCODE Latitude Longitude
378896 1.548288e+09 HAA9 9.322 82604 42.91751 -106.7084
378897 1.524010e+09 HAA9 14.600 82604 42.91751 -106.7084
378898 1.531872e+09 HAA9 11.172 82604 42.91751 -106.7084
378899 1.539734e+09 HAA9 21.030 82604 42.91751 -106.7084
378900 1.548288e+09 HAA9 10.192 82604 42.91751 -106.7084